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Paper Citation Record · LEDGER

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI

As of 10 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 4 inbound Pith citation observations for arXiv:2505.14064.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.14064 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:55.429551Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T23:46:56.241151Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

49 of 49 outbound references displayed

  • verified exact0
  • verified fuzzy38
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 45a3504b-0893-4359-bece-c90a40c321d4 · outbound

This paper cites https://brain-development.org/ixi-dataset/.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI https://brain-development.org/ixi-dataset/

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 81ba2a35-efa2-4911-92ab-54534161f4ab · outbound

This paper cites METEOR: An automatic metric for MT evaluation with improved correlation with human judgments.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI METEOR: An automatic metric for MT evaluation with improved correlation with human judgments

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:42:50.203639Z digest=sha256:410712e94765ecd7e1b5383870ab2169369883349c9701756cce3ed0f5db4062

Observation 810bc282-6272-40fa-8c4c-0e0205d0b71b · outbound

This paper cites Bercea, Benedikt Wiestler, Daniel Rueckert, and Julia A Schnabel.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Bercea, Benedikt Wiestler, Daniel Rueckert, and Julia A Schnabel

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 4444183a-0b07-4ded-a2d9-86f0c2dd23af · outbound

This paper cites Diffusion models with implicit guidance for medical anomaly detection.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Diffusion models with implicit guidance for medical anomaly detection

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation d8027b7f-094e-417c-bd7d-e1935df83004 · outbound

This paper cites Evaluating normative representation learning in generative ai for robust anomaly detection in brain imaging.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Evaluating normative representation learning in generative ai for robust anomaly detection in brain imaging

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation ab7ec145-43ac-470c-8d1b-e07d0f2e0333 · outbound

This paper cites Mvtec ad — a compre- hensive real-world dataset for unsupervised anomaly detection.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Mvtec ad — a compre- hensive real-world dataset for unsupervised anomaly detection

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 6511d8c8-c927-4d6c-8fe0-d9e3a7672b06 · outbound

This paper cites Salinas, and María de la Iglesia-Vayá.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Salinas, and María de la Iglesia-Vayá

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 2f4d429b-669c-4732-af2b-81683c36d439 · outbound

This paper cites PadChest-GR: A Bilingual Chest X-ray Dataset for Grounded Radiology Report Generation.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI PadChest-GR: A Bilingual Chest X-ray Dataset for Grounded Radiology Report Generation

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:42:50.703517Z digest=sha256:7feda0f24ebbaeb7747b360b564255a5e2fa372ff3b8602c090a63c3b7ff201d

Observation 7e50eb66-fa43-45a5-bc3b-d1c769145467 · outbound

This paper cites Unsupervised lesion detection via image restoration with a normative prior.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Unsupervised lesion detection via image restoration with a normative prior

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 1cbc73fc-1174-4e3e-a7f7-93fe1b0b98d7 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 760df6b2-eaf1-4119-8fcd-67eb6d150b93 · outbound

This paper cites Promptdet: Towards open-vocabulary detection using uncurated images.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Promptdet: Towards open-vocabulary detection using uncurated images

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 0c56e128-223f-4c51-b65b-52e45f8b2df7 · outbound

This paper cites Recontrast: Domain-specific anomaly detection via contrastive reconstruction.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Recontrast: Domain-specific anomaly detection via contrastive reconstruction

Reference 12

Resolution
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raw_fallback, observed 2026-08-07T15:43:02.879180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation f94a8aa0-1b91-493c-abc5-c811eb4b03a6 · outbound

This paper cites Developing generalist foun- dation models from a multimodal dataset for 3d computed tomography.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Developing generalist foun- dation models from a multimodal dataset for 3d computed tomography

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7a3627fe-85ea-48b9-9a05-557fba1d6a63 · outbound

This paper cites Deep Anomaly Detection with Outlier Exposure.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Deep Anomaly Detection with Outlier Exposure

Reference 14

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no resolver link, observed 2026-08-07T15:42:51.311406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c6f0336c-676f-4f91-8646-f91349c2a951 · outbound

This paper cites Isles 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Isles 2022: A multi-center magnetic resonance imaging stroke lesion segmentation dataset

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation c9863f8f-2bf8-4f94-9ac2-d8af7da42250 · outbound

This paper cites Out-of-distribution Detection in Medical Image Analysis: A survey.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Out-of-distribution Detection in Medical Image Analysis: A survey

Reference 16

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c919aa72-99f6-4b9d-80cc-fd4b11b6a073 · outbound

This paper cites an unresolved cited work.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 170dfd58-2015-4789-80df-6ae42bcbd333 · outbound

This paper cites an unresolved cited work.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Unresolved cited work

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation ae9f22d4-57ee-45fa-82eb-c4c5ce21083f · outbound

This paper cites Wilds: A benchmark of in-the-wild distribution shifts.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Wilds: A benchmark of in-the-wild distribution shifts

Reference 19

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 08fe4aa5-8644-425f-b83e-5bd1551d0ab4 · outbound

This paper cites Emergency triage of brain computed tomography via anomaly detection with a deep generative model.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Emergency triage of brain computed tomography via anomaly detection with a deep generative model

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation b122add3-7935-4173-8516-f32fd5088315 · outbound

This paper cites A novel public MR image dataset of multiple sclerosis patients with lesion segmentations based on multi-rater consensus.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI A novel public MR image dataset of multiple sclerosis patients with lesion segmentations based on multi-rater consensus

Reference 21

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Source-reported events for the cited work

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Observation 99723d01-a328-4d86-a2c6-ebee68a007de · outbound

This paper cites Cutpaste: Self-supervised learning for anomaly detection and localization.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Cutpaste: Self-supervised learning for anomaly detection and localization

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation b8412b48-f42b-48fb-aeda-c2f8049750fb · outbound

This paper cites Lo, ., and et al.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Lo, ., and et al

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 902b801d-ff50-404d-984b-af53b4066dd8 · outbound

This paper cites A benchmarking crisis in biomedical machine learning.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI A benchmarking crisis in biomedical machine learning

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 5fdd8bb9-213b-445e-9c1f-091cb586f47e · outbound

This paper cites Marcus, Aditya F.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Marcus, Aditya F

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 5844b303-66f5-49f6-bba6-b1039bece018 · outbound

This paper cites an unresolved cited work.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Unresolved cited work

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 715e9361-d800-4459-a3bd-7021ad61cf3e · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Bleu: a method for automatic evaluation of machine translation

Reference 27

Resolution
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raw_fallback, observed 2026-08-07T15:43:00.046358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation ac80b0c7-0ceb-4087-940b-5ba5141d452e · outbound

This paper cites Petersen, Paul S.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Petersen, Paul S

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation a08fa5ec-9661-4246-a34a-1afac6d4dda0 · outbound

This paper cites Generative probabilistic novelty detection with adversarial autoencoders.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Generative probabilistic novelty detection with adversarial autoencoders

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 842ed531-6074-4878-bee1-60b609d78590 · outbound

This paper cites Learning transferable visual models from natural language supervision.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Learning transferable visual models from natural language supervision

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation c5b64fb3-c698-45c9-b19a-a73498ad81a8 · outbound

This paper cites Do imagenet classifiers generalize to imagenet? In Proceedings of the International Conference on Machine Learning, pages 5389–5400.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Do imagenet classifiers generalize to imagenet? In Proceedings of the International Conference on Machine Learning, pages 5389–5400

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation b383fa72-e530-4771-9ace-220e786bbea8 · outbound

This paper cites Buizer, Antonio Federico, Thomas Gasser, Samuel Groeschel, Sanja Hermanns, Thomas Klockgether, Ingeborg Krägeloh-Mann, G.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Buizer, Antonio Federico, Thomas Gasser, Samuel Groeschel, Sanja Hermanns, Thomas Klockgether, Ingeborg Krägeloh-Mann, G

Reference 32

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raw_fallback, observed 2026-08-07T15:42:58.730016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 443afb33-95ab-4d40-ba16-838be2de3a3d · outbound

This paper cites Towards total recall in industrial anomaly detection.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Towards total recall in industrial anomaly detection

Reference 33

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raw_fallback, observed 2026-08-07T15:42:58.513792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:53.641961Z digest=sha256:582b08ce8886f99d3b11fd48f325f8fd765a25b6588f6c2ef3d1a58f204a6bbb

Observation 7b07bdfd-2467-4d6e-91a9-1bdb793ddd98 · outbound

This paper cites A unifying review of deep and shallow anomaly detection.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI A unifying review of deep and shallow anomaly detection

Reference 34

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raw_fallback, observed 2026-08-07T15:42:58.115890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:53.739176Z digest=sha256:659ee1aae51262e2e9cd3d46b37f559be822e16a78c63da493df74530daa86aa

Observation 15ca07b7-4a03-4399-b2a1-01316b252932 · outbound

This paper cites f-anogan: Fast unsupervised anomaly detection with generative adversarial networks.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI f-anogan: Fast unsupervised anomaly detection with generative adversarial networks

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-07T15:42:57.846858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:53.906938Z digest=sha256:151c9bd7f430f1577dcfae16d692cc19d894078a1f3463a3f9fc7e909c467b30

Observation 34a66821-e33c-45c8-bc32-666a1711c55f · outbound

This paper cites Natural synthetic anomalies for self-supervised anomaly detection and localization.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Natural synthetic anomalies for self-supervised anomaly detection and localization

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:57.636005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.027309Z digest=sha256:e1004c57bb1d0c6c42a65dd5639184475a414d4a90890f1590c121d39092a6f3

Observation 4e1ad00f-b743-4e88-bd04-b4ced9e92e74 · outbound

This paper cites Uk biobank: An open access resource for identifying the causes of a wide range of complex diseases of middle and old age.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Uk biobank: An open access resource for identifying the causes of a wide range of complex diseases of middle and old age

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:57.346510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.102052Z digest=sha256:c77b1118e88035f41585dc9b336f117c7a6cdbd5a46019daf5b9d7560307b6fe

Observation 6e5150bc-69ee-4376-ab62-f1c68654065c · outbound

This paper cites Taylor, Nitin Williams, Rhodri Cusack, Tibor Auer, Meredith A.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Taylor, Nitin Williams, Rhodri Cusack, Tibor Auer, Meredith A

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:57.056933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.218101Z digest=sha256:f741ce044c659aacdc292858a1d543fc143024b3290faa55eede07f9c84dcfd0

Observation c9ab6fad-c4ae-4026-9632-36cf073e233e · outbound

This paper cites Bridging ood detection and generalization: A graph-theoretic view.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Bridging ood detection and generalization: A graph-theoretic view

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:56.944831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.326405Z digest=sha256:be98fa4f6415f61c4928831ba197aee9702a742b0653ec18c2c6dcbac2721c5d

Observation ba443f00-9ea1-4c64-9590-5e4a7036cefc · outbound

This paper cites Diffusion models for medical anomaly detection.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Diffusion models for medical anomaly detection

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:56.763735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.409994Z digest=sha256:e4b3519a211e4f8cf0cc6b42ccd337d214bee652188167a26ffe2e267635d1b0

Observation 6bf7ca1a-f576-4854-b202-2fdbba27ac90 · outbound

This paper cites Qwen2.5 Technical Report.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Qwen2.5 Technical Report

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:54.531908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:42:54.531908Z digest=sha256:e96911db92b75caa0826b8589cf8b11de62eecb686c3d456791f759871bce940

Observation b92e502b-e989-4aa8-9996-1e5850299fb3 · outbound

This paper cites Openood: Benchmarking generalized out-of- distribution detection.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Openood: Benchmarking generalized out-of- distribution detection

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:56.648030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.674779Z digest=sha256:fc9b471b6f46cb16dea448a99b8364f4daa9f2dcbebeda370a4aff442578fa09

Observation f46c8614-35a2-4795-9789-3ec9f6bfd104 · outbound

This paper cites Modeling context in referring expressions.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Modeling context in referring expressions

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:56.508411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.741542Z digest=sha256:16aac864925d21a5ed1ecf5d9f2b1cb462409d0f3b7602f06ee0a0d895f3817e

Observation 9dd595b7-6587-4cce-a7fd-ca50c3f999e4 · outbound

This paper cites fastMRI: An Open Dataset and Benchmarks for Accelerated MRI.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI fastMRI: An Open Dataset and Benchmarks for Accelerated MRI

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:54.840157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:42:54.840157Z digest=sha256:74eab5f7a1efc8274c5e218ea0d5607aceb4edf3e2fc87786119da79ed9c28dd

Observation 7231c64e-785a-428b-8235-d60830b106b2 · outbound

This paper cites fastmri+, clinical pathology annotations for knee and brain fully sampled magnetic resonance imaging data.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI fastmri+, clinical pathology annotations for knee and brain fully sampled magnetic resonance imaging data

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:56.365532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:54.937404Z digest=sha256:ec8636df4c07db71ff02c142887f8167cd9b1a0bc50c8fe39bd612a1b7ac455e

Observation a4c0a3b0-0d39-4270-a27d-148be00f8140 · outbound

This paper cites Out-of-distribution detection learning with unreliable out-of-distribution sources.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Out-of-distribution detection learning with unreliable out-of-distribution sources

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:56.207854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:55.049268Z digest=sha256:e6c33ab233e007c965dc238763a1c5c090f7a4d21441b25d028caba1f676e881

Observation 29178c33-b5d2-41d4-9e88-c1019c9ac9ec · outbound

This paper cites A survey on open-vocabulary detection and segmentation: Past, present, and future.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI A survey on open-vocabulary detection and segmentation: Past, present, and future

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:56.084284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:55.119834Z digest=sha256:20cf31ad3e72f538f4d7755b17ca56b8b3a8dc5c43953aef101664d3b515da9e

Observation 9ad87e3d-6cc9-4ffd-81b2-073bfe516dc8 · outbound

This paper cites Mood 2020: A public benchmark for out-of-distribution detection and localization on medical images.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Mood 2020: A public benchmark for out-of-distribution detection and localization on medical images

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:55.958188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:55.264063Z digest=sha256:93b811a9c17c45c24fbe91f70c2e2fe55c23e8f63fa5eb99a0e4c02347e223cf

Observation 3c9bfda5-ffeb-49ff-9f1b-0549ca498940 · outbound

This paper cites Unsu- pervised anomaly localization using variational auto-encoders.

NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI Unsu- pervised anomaly localization using variational auto-encoders

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:55.803057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T15:42:55.429551Z digest=sha256:8e7e8ab9692990732e76f0071ee0265a7d0e04117ecdc67019fa109ee780116f

Pith citing papers

Observation ecf9811b-37ca-49e9-841e-f3abdf3d7384 · inbound

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows cites this paper.

MedOpenClaw and MedFlowBench: Auditing Medical Agents in Full-Study Workflows NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-15T00:08:21.633957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T00:07:22.106337Z digest=sha256:b8492aa1ce614d168cd49ee2a2d4212e1ed991c68e2043e07980972cbbf1f1e3

Observation f4557870-6498-4d25-baf2-53615a28abf3 · inbound

GAZE: Grounded Agentic Zero-shot Evaluation with Viewer-Level Tools and Literature Retrieval on Rare Brain MRI cites this paper.

GAZE: Grounded Agentic Zero-shot Evaluation with Viewer-Level Tools and Literature Retrieval on Rare Brain MRI NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-05-09T20:58:06.884794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-09T20:54:50.599338Z digest=sha256:d6b7b83165325344e620ee7c7bec8ed23c76cf2bc625a192fc17f4ea2efa1b13

Observation c45f7ac5-a98a-4f32-bc76-0ba016731f10 · inbound

Wasserstein-Aligned Localisation for VLM-Based Distributional OOD Detection in Medical Imaging cites this paper.

Wasserstein-Aligned Localisation for VLM-Based Distributional OOD Detection in Medical Imaging NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T18:06:05.614947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-08T16:40:58.933066Z digest=sha256:14564ad0cbbcfcafe7f91cdc9f80c6d06dcab47fffc25762b93dc96569519fa9

Observation 965bc338-82ad-41ad-b76e-da0a7cb3c5cd · inbound

Wasserstein-Aligned Localisation for VLM-Based Distributional OOD Detection in Medical Imaging cites this paper.

Wasserstein-Aligned Localisation for VLM-Based Distributional OOD Detection in Medical Imaging NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T13:15:46.056622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T23:46:56.241151Z digest=sha256:903a98ce592a04e2fc1f57a3dc4d39a0cfb7a9817ae1e732b2dde5ee6c70b3a6